What is Agnost AI?

Agnost AI gives you visibility into what your AI agents are doing — every tool call, session, latency, error, and user interaction — tracked automatically and surfaced in a real-time dashboard.

How it works

Your AI Agent / MCP Server
        ↓
  Agnost AI SDK  (one line of code)
        ↓
  Agnost AI Backend  (api.agnost.ai)
        ↓
  Dashboard  (app.agnost.ai)

Every tool call your agent makes is captured as an event inside a session. Sessions group all events from a single conversation. You can filter by user, tool, time range, success rate, and latency — and run LLM-as-a-judge classification on top.

Key concepts

Concept	Description
Org ID	Your workspace identifier. All events are scoped to an org. Get it from app.agnost.ai.
Session	A single conversation or agent run. Groups related events together.
Event	A single tool/function call within a session. Has a name, latency, success/failure, and optional input/output.
Checkpoint	A named timing point inside an event — useful for profiling multi-step tools.
User	An optional identity attached to a session via `user_id` for per-user analytics.